|  |  | 
 |  |  | import com.alibaba.fastjson.JSONObject; | 
 |  |  | import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper; | 
 |  |  | import com.moral.api.entity.HistoryDaily; | 
 |  |  | import com.moral.api.entity.HistoryHourly; | 
 |  |  | import com.moral.api.entity.Sensor; | 
 |  |  | import com.moral.api.mapper.HistoryDailyMapper; | 
 |  |  | import com.moral.api.service.HistoryDailyService; | 
 |  |  | 
 |  |  |         List<Sensor> sensors = sensorService.list(sensorQueryWrapper); | 
 |  |  |  | 
 |  |  |         //获取所有设备小时数据 | 
 |  |  |         QueryWrapper<HistoryHourly> historyHourlyQueryWrapper = new QueryWrapper<>(); | 
 |  |  |         historyHourlyQueryWrapper.ge("time", DateUtils.dateToDateString(start)).le("time", DateUtils.dateToDateString(end)); | 
 |  |  |         List<Map<String, Object>> dailyData = historyHourlyService.listMaps(historyHourlyQueryWrapper); | 
 |  |  |         Map<String, Object> prop = new HashMap<>(); | 
 |  |  |         String timeUnits = DateUtils.dateToDateString(start, DateUtils.yyyyMM_EN); | 
 |  |  |         prop.put("timeUnits", timeUnits); | 
 |  |  |         prop.put("start", DateUtils.dateToDateString(start)); | 
 |  |  |         prop.put("end", DateUtils.dateToDateString(end)); | 
 |  |  |         List<Map<String, Object>> dailyData = historyHourlyService.selectDailyData(prop); | 
 |  |  |  | 
 |  |  |         if (dailyData.size() == 0) { | 
 |  |  |             return; | 
 |  |  |         } | 
 |  |  | 
 |  |  |         //存入数据库的结果集 | 
 |  |  |         List<Map<String, Object>> insertData = new ArrayList<>(); | 
 |  |  |  | 
 |  |  |         data.forEach((key, value) -> { | 
 |  |  |         data.forEach((mac, value) -> { | 
 |  |  |             Map<String, Object> dataMap = new HashMap<>(); | 
 |  |  |             Map<String, Object> jsonMap = new HashMap<>(); | 
 |  |  |             dataMap.put("mac", key); | 
 |  |  |             dataMap.put("mac", mac); | 
 |  |  |             dataMap.put("time", start); | 
 |  |  |  | 
 |  |  |             //中间变量,用于计算除臭氧外其它因子 | 
 |  |  |             List<Map<String, Object>> tempValue = new ArrayList<>(value); | 
 |  |  |  | 
 |  |  |             //移除第一天数据(0点的),O3滑动值第一天数据是从1点-8点 | 
 |  |  |             value.removeIf(map -> ((Date) map.get("time")).getTime() == start.getTime()); | 
 |  |  |  | 
 |  |  |             Map<String, Object> params = new HashMap<>(); | 
 |  |  |             params.put("data", value); | 
 |  |  | 
 |  |  |             if (!ObjectUtils.isEmpty(o3AvgOfDay)) { | 
 |  |  |                 jsonMap.putAll(o3AvgOfDay); | 
 |  |  |             } | 
 |  |  |             //除臭氧外其他因子均值计算 | 
 |  |  |             tempValue.removeIf(o -> ((Date) o.get("time")).getTime() == end.getTime()); | 
 |  |  |  | 
 |  |  |             //风向均值计算并修约 | 
 |  |  |             params.put("data", tempValue); | 
 |  |  |  | 
 |  |  |             Map<String, Object> windDirAvg = AmendUtils.getWindDirAvg(params); | 
 |  |  |             if (!ObjectUtils.isEmpty(windDirAvg)) { | 
 |  |  |                 jsonMap.putAll(windDirAvg); | 
 |  |  | 
 |  |  |                 String sensorCode = sensor.getCode(); | 
 |  |  |                 Double upper = sensor.getUpper(); | 
 |  |  |                 Double lower = sensor.getLower(); | 
 |  |  |                 OptionalDouble optionalDouble = tempValue.parallelStream() | 
 |  |  |                 OptionalDouble optionalDouble = value.parallelStream() | 
 |  |  |                         .flatMapToDouble(v -> { | 
 |  |  |                             Map<String, Object> dataValue = JSONObject.parseObject((String) v.get("value"), Map.class); | 
 |  |  |                             Object sensorValue = dataValue.get(sensorCode); | 
 |  |  |                             //数据有效性标记位 | 
 |  |  |                             Object flag = dataValue.get(sensorCode + Constants.MARKER_BIT_KEY); | 
 |  |  |                             Object flag = dataValue.get(sensorCode + "-" + Constants.MARKER_BIT_KEY); | 
 |  |  |                             if (!Constants.MARKER_BIT_TRUE.equals(flag)) { | 
 |  |  |                                 return null; | 
 |  |  |                             } | 
 |  |  |  | 
 |  |  |                             if (ObjectUtils.isEmpty(sensorValue)) { | 
 |  |  |                                 System.out.println(456); | 
 |  |  |                                 return null; | 
 |  |  |                             } | 
 |  |  |  | 
 |  |  | 
 |  |  |                             //剔除数据超过上下限的数据 | 
 |  |  |                             double aDouble = Double.parseDouble(sensorValue.toString()); | 
 |  |  |                             if (!ObjectUtils.isEmpty(upper)) { | 
 |  |  |                                 if (aDouble < upper) { | 
 |  |  |                                 if (aDouble > upper) { | 
 |  |  |                                     return null; | 
 |  |  |                                 } | 
 |  |  |                             } | 
 |  |  |                             if (!ObjectUtils.isEmpty(lower)) { | 
 |  |  |                                 if (aDouble > lower) { | 
 |  |  |                                 if (aDouble < lower) { | 
 |  |  |                                     return null; | 
 |  |  |                                 } | 
 |  |  |                             } | 
 |  |  |                             if ("a00e12".equals(sensorCode)) { | 
 |  |  |                                 System.out.println(key + "==" + sensorCode + "==" + v.get("time") + "==" + aDouble); | 
 |  |  |                             } | 
 |  |  |  | 
 |  |  |                             return DoubleStream.of(aDouble); | 
 |  |  |                         }).average(); | 
 |  |  |                 if (optionalDouble.isPresent()) { |